4.6 Article

A Phase Angle-Modulated Bat Algorithm with Application to Antenna Topology Optimization

期刊

APPLIED SCIENCES-BASEL
卷 11, 期 5, 页码 -

出版社

MDPI
DOI: 10.3390/app11052243

关键词

bat algorithm; binary optimization; angle modulation; P-AMBA; high-dimensional optimization

资金

  1. National Natural Science Foundation of China [61801521, 61471368, 61971450]
  2. Natural Science Foundation of Hunan Province [2018JJ2533]
  3. Fundamental Research Funds for the Central Universities [2018gczd014, 20190038020050]

向作者/读者索取更多资源

This paper introduces a phase angle-modulated bat algorithm (P-AMBA) for high-dimensional binary optimization, which improves optimization performance by introducing new parameters to enhance the perturbation ability of the function curve. Experimental results demonstrate that P-AMBA outperforms the contrast algorithms in terms of optimization ability and time.
This paper proposes a phase angle-modulated bat algorithm (P-AMBA) for high-dimensional binary optimization. The idea was to reduce the optimization time by introducing angle modulation technology to reduce the optimization dimensions. Different from the original angle-modulated bat algorithm (AMBA), the control of the trigonometric generating function cosine wave is by introducing new parameters, thereby improving the perturbation ability of the function curve near the x-axis. P-AMBA can explore more 0/1 solutions, and it has advantages in optimizing convergence speed and global search capabilities. The numerical results of the 0-1 knapsack problem tests show that P-AMBA is superior to the contrast algorithms on optimization ability and optimization time. Finally, the experimental result of a compact dual-band planar monopole antenna design showed the effectiveness of P-AMBA in engineering applications.

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